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README.md

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-# RedBricks
-
+# RedBricks - FastAPI Tweet Sentiment Analysis
+
+This project is a FastAPI application for predicting tweet sentiment using a pre-trained LSTM model. It provides an API endpoint where you can input a tweet and get its predicted sentiment.
+
+## Features
+
+- **API Endpoint**: Accepts a tweet text and returns the predicted sentiment.
+- **LSTM Model**: Uses a TensorFlow LSTM model to classify sentiments.
+- **Deployment**: The application is deployed on Koyeb, allowing easy access and testing.
+- **CI/CD Pipeline**: Automated deployment with GitHub Actions when changes are pushed to the repository.
+
+## Deployed Application
+
+The application is deployed and accessible at: [Koyeb Deployment Link](http://thirsty-estrella-redbricks-47ee49d8.koyeb.app/).
+
+## Getting Started
+
+### 1. Clone the Repository
+
+```bash
+git clone <repository-url>
+cd <repository-name>
+```
+### 2. Install Dependencies
+
+Ensure you have Python 3.7+ installed. Then, install the necessary dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+### 3. Run the Application
+
+To run the application locally, use:
+
+```bash
+uvicorn main:app --reload
+```
+
+Replace `main:app` with the appropriate module and app name if different.
+
+### 4. Access the API Documentation
+
+Once the application is running, navigate to http://127.0.0.1:8000/docs to access the interactive API documentation powered by Swagger UI.
+
+## API Endpoint
+
+- POST /predict-sentiment: Predicts the sentiment of a given tweet.
+
+Request Example:
+
+```bash
+{
+  "tweet": "It's a great day!"
+}
+```
+
+Response Example:
+```bash
+{
+  "sentiment": "Happy"
+}
+```
+
+## Deployment on Koyeb
+1. Create a Koyeb Account: If you haven't already, create an account on [Koyeb](https://app.koyeb.com/).
+2. Deploy from GitHub: Connect your GitHub repository and select the FastAPI application repository.
+3. Setup Build and Deployment: Koyeb will automatically detect your FastAPI application and create a build. Configure environment variables and any required secrets.
+4. Access the Deployed Application: Once deployed, you can access your FastAPI app using the provided Koyeb URL.
+
+## CI/CD Pipeline
+
+This project is integrated with a CI/CD pipeline using GitHub Actions. The pipeline includes:
+
+- Linting and Formatting: Ensures code quality and consistency.
+- Testing: Runs sample tests to ensure functionality.
+- Deployment: Automatically deploys to Koyeb upon successful testing.
+
+## Contributing
+
+Feel free to fork the repository and submit pull requests. For major changes, please open an issue first to discuss what you would like to change.
+
+## License
+
+This project is licensed under the MIT License.
+
+## Acknowledgements
+
+- [FastAPI](https://fastapi.tiangolo.com/) for the web framework.
+- [Koyeb](https://app.koyeb.com/) for the hosting platform.
+
+
+
+